{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2963fe18",
   "metadata": {},
   "source": [
    "### 逻辑斯蒂回归损失函数可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e7d2b74",
   "metadata": {},
   "source": [
    "#### 导包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "8cfd4125",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-14T00:21:41.609034Z",
     "start_time": "2022-06-14T00:21:41.593598Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn import datasets\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from sklearn.preprocessing import scale # 数据标准化Z-score"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a41f887",
   "metadata": {},
   "source": [
    "#### 加载数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "4c5f2467",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-14T00:21:41.640949Z",
     "start_time": "2022-06-14T00:21:41.612008Z"
    }
   },
   "outputs": [],
   "source": [
    "# 1、加载乳腺癌数据\n",
    "data = datasets.load_breast_cancer()\n",
    "# 逻辑斯蒂回归，梯度下降，无量纲化处理：标准化\n",
    "X, y = scale(data['data'][:, :2]), data['target']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1deb307",
   "metadata": {},
   "source": [
    "#### 建模"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "8f49cad0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-14T00:21:41.671795Z",
     "start_time": "2022-06-14T00:21:41.644900Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression()"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 2、求出两个维度对应的数据在逻辑回归算法下的最优解\n",
    "lr = LogisticRegression()\n",
    "lr.fit(X, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4fb27a41",
   "metadata": {},
   "source": [
    "#### 方程系数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "3cdc305c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-14T00:21:41.686607Z",
     "start_time": "2022-06-14T00:21:41.678766Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-3.33731028, -0.8771414 ]])"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lr.coef_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "38fbf8e1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-14T00:21:41.701863Z",
     "start_time": "2022-06-14T00:21:41.688511Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-3.3373102846154525 -0.8771414036339871\n"
     ]
    }
   ],
   "source": [
    "# 3、分别把两个维度所对应的参数W1和W2取出来\n",
    "w1 = lr.coef_[0, 0]\n",
    "w2 = lr.coef_[0, 1]\n",
    "print(w1, w2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ee12c98",
   "metadata": {},
   "source": [
    "#### sigmoid函数定义"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "45613e30",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-14T00:21:41.716813Z",
     "start_time": "2022-06-14T00:21:41.703857Z"
    }
   },
   "outputs": [],
   "source": [
    "# 4、已知w1和w2的情况下，传进来数据的X，返回数据的y_predict\n",
    "# 预测的概率\n",
    "def sigmoid(X, w1, w2):\n",
    "    z = w1*X[0] + w2*X[1]\n",
    "    return 1 / (1 + np.exp(-z))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15bfbc5e",
   "metadata": {},
   "source": [
    "#### 损失函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "e03bcc2e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-14T00:21:41.732759Z",
     "start_time": "2022-06-14T00:21:41.720842Z"
    }
   },
   "outputs": [],
   "source": [
    "# 5、传入一份已知数据的X，y，如果已知w1和w2的情况下，计算对应这份数据的Loss损失\n",
    "def loss_function(X, y, w1, w2):\n",
    "    loss = 0\n",
    "    # 遍历数据集中的每一条样本，并且计算每条样本的损失，加到loss身上得到整体的数据集损失\n",
    "    for x_i, y_i in zip(X, y):\n",
    "        # 这是计算一条样本的y_predict，即概率\n",
    "        p = sigmoid(x_i, w1, w2)\n",
    "        loss += -1*y_i*np.log(p)-(1-y_i)*np.log(1-p)\n",
    "    return loss"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10b2b905",
   "metadata": {},
   "source": [
    "#### 最优解w1和w2，设置一个范围"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "9deb0eda",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-14T00:21:42.875920Z",
     "start_time": "2022-06-14T00:21:41.737743Z"
    }
   },
   "outputs": [],
   "source": [
    "# 6、参数w1和w2取值空间\n",
    "w1_space = np.linspace(w1-2, w1+2, 100)\n",
    "w2_space = np.linspace(w2-2, w2+2, 100)\n",
    "\n",
    "loss1_ = np.array([loss_function(X, y, i, w2) for i in w1_space])\n",
    "loss2_ = np.array([loss_function(X, y, w1, i) for i in w2_space])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "389465f0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-14T00:21:43.691434Z",
     "start_time": "2022-06-14T00:21:42.876872Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100,)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(100,)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(100, 100)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(100, 100)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 7、数据可视化\n",
    "fig1 = plt.figure(figsize=(12, 9))\n",
    "plt.subplot(2, 2, 1)\n",
    "plt.plot(w1_space, loss1_)\n",
    "plt.xlabel('w1 VS loss')\n",
    "\n",
    "plt.subplot(2, 2, 2)\n",
    "plt.plot(w2_space, loss2_)\n",
    "plt.xlabel('w2 VS loss')\n",
    "\n",
    "plt.subplot(2, 2, 3)\n",
    "w1_grid, w2_grid = np.meshgrid(w1_space, w2_space) # 网格交叉\n",
    "display(w1_space.shape,w2_space.shape,w1_grid.shape,w2_grid.shape)\n",
    "loss_grid = loss_function(X, y, w1_grid, w2_grid)\n",
    "\n",
    "plt.contour(w1_grid, w2_grid, loss_grid,20) # 等高线\n",
    "\n",
    "plt.subplot(2, 2, 4)\n",
    "plt.contourf(w1_grid, w2_grid, loss_grid,20) # 等高面\n",
    "plt.savefig('./4-损失函数可视化.png',dpi = 200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "d9277b40",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-14T00:21:43.707355Z",
     "start_time": "2022-06-14T00:21:43.694399Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([[1, 2, 3],\n",
       "        [1, 2, 3]]),\n",
       " array([[4, 4, 4],\n",
       "        [6, 6, 6]])]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A = np.array([1,2,3])\n",
    "B = np.array([4,6])\n",
    "\n",
    "np.meshgrid(A,B)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "f52cc66a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-14T00:21:44.807901Z",
     "start_time": "2022-06-14T00:21:43.711049Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 8、3D立体可视化\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "fig2 = plt.figure(figsize=(12,6))\n",
    "ax = Axes3D(fig2)\n",
    "\n",
    "ax.plot_surface(w1_grid, w2_grid, loss_grid,cmap = 'viridis')\n",
    "\n",
    "plt.xlabel('w1',fontsize = 20)\n",
    "plt.ylabel('w2',fontsize = 20)\n",
    "ax.view_init(30,-30) # 调整视图角度\n",
    "plt.savefig('./5-损失函数可视化.png',dpi = 200)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7dc86f5b",
   "metadata": {},
   "source": [
    "### PCA降维"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "6ae09323",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-14T00:21:44.823241Z",
     "start_time": "2022-06-14T00:21:44.811905Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from sklearn import datasets\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "# decomposition 降解，降维，分解【由多变少】\n",
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2ad588c",
   "metadata": {},
   "source": [
    "#### 加载数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "3486b0f5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-14T00:21:44.852956Z",
     "start_time": "2022-06-14T00:21:44.827231Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(150, 4)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(150,)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X,y = datasets.load_iris(return_X_y=3)\n",
    "display(X.shape,y.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d54d2a4e",
   "metadata": {},
   "source": [
    "#### PCA降维"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "4efdc875",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-14T00:21:44.883328Z",
     "start_time": "2022-06-14T00:21:44.856704Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[5.1, 3.5, 1.4, 0.2],\n",
       "       [4.9, 3. , 1.4, 0.2],\n",
       "       [4.7, 3.2, 1.3, 0.2],\n",
       "       [4.6, 3.1, 1.5, 0.2],\n",
       "       [5. , 3.6, 1.4, 0.2]])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "array([[-1.30533786,  0.64836932],\n",
       "       [-1.31993521, -0.35930856],\n",
       "       [-1.40496732, -0.29424412],\n",
       "       [-1.33510889, -0.64613986],\n",
       "       [-1.32702321,  0.6633044 ]])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "array([-1.37075536e-15, -1.74379030e-15])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "array([0.99666109, 0.99666109])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pca = PCA(n_components=2, # 选择两个特征\n",
    "          whiten=True) # 归一化\n",
    "pca.fit(X) # 训练，计算过程\n",
    "X_pca = pca.transform(X) # 转变\n",
    "display(X[:5],X_pca[:5],X_pca.mean(axis = 0),X_pca.std(axis = 0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "744fa311",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-14T00:21:44.915088Z",
     "start_time": "2022-06-14T00:21:44.887383Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[5.1, 3.5, 1.4, 0.2],\n",
       "       [4.9, 3. , 1.4, 0.2],\n",
       "       [4.7, 3.2, 1.3, 0.2],\n",
       "       [4.6, 3.1, 1.5, 0.2],\n",
       "       [5. , 3.6, 1.4, 0.2]])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "array([[-1.30533786,  0.64836932],\n",
       "       [-1.31993521, -0.35930856],\n",
       "       [-1.40496732, -0.29424412],\n",
       "       [-1.33510889, -0.64613986],\n",
       "       [-1.32702321,  0.6633044 ]])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "array([-1.37075536e-15, -1.74379030e-15])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "array([0.99666109, 0.99666109])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pca = PCA(n_components=0.97, # 选择特征权重大于95%\n",
    "          whiten=True) # 归一化\n",
    "\n",
    "pca.fit(X) # 训练，计算过程\n",
    "\n",
    "X_pca = pca.transform(X) # 转变\n",
    "display(X[:5],X_pca[:5],X_pca.mean(axis = 0),X_pca.std(axis = 0))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77ae0738",
   "metadata": {},
   "source": [
    "#### 模型训练【非降维数据】"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "64fefdb7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-14T00:21:44.931196Z",
     "start_time": "2022-06-14T00:21:44.920968Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "8f24395f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-14T00:21:44.979298Z",
     "start_time": "2022-06-14T00:21:44.937185Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train,X_test,y_train,y_test = train_test_split(X,y,test_size = 0.2,random_state = 10)\n",
    "model = LogisticRegression()\n",
    "model.fit(X_train,y_train)\n",
    "model.score(X_test,y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77112751",
   "metadata": {},
   "source": [
    "#### 模型训练【降维数据】"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "deb0d000",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-14T00:21:45.011344Z",
     "start_time": "2022-06-14T00:21:44.982294Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(120, 2)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "0.9666666666666667"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train,X_test,y_train,y_test = train_test_split(X_pca,y,test_size = 0.2,random_state = 1024)\n",
    "display(X_train.shape)\n",
    "model = LogisticRegression()\n",
    "\n",
    "model.fit(X_train,y_train)\n",
    "\n",
    "model.score(X_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "70204126",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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